Yi-Fan Zhang

5 papers · 2022–2026 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🗺️ Taxonomy Completionist (10) 👥 Mega-Team · Squad ❓ The Questioner

Venues

CVPR (2) ICML (2) NeurIPS (1)

Top co-authors

Min-ling Zhang (3) Xuanyu Zhu (1) Chengzhuo Tong (1) Ruizhe Chen (1) Zuyan Liu (1) Yuran Wang (1) Zhuoran Zhang (1) Wenting Liu (1) Yue Ding (1) Weiyang Liu (1)

Research topics

Machine Learning (4) Optimization & Theory (3) Deep Learning (2) Application Areas (2) Artificial Intelligence (1) Core AI (1) Core Methods (1) Learning Types (1) Models (1)

Keywords

generalization bound (3) vector-contraction inequality (2) domain generalization (1) multi-label learning (1) visual reasoning (1) out-of-distribution generalization (1) constrained optimization (1) lipschitz continuity (1) local rademacher complexity (1) representation disentanglement (1) evaluation benchmark (1) image understanding (1) semantic encoding (1) label-specific representation (1) unified multimodal model (1) nuisance factor (1) embedding-based method (1) controllable learning (1) rademacher complexities (1) hypernetwork-based method (1)

Papers

RealUnify: Do Unified Models Truly Benefit from Unification? A Comprehensive Benchmark CVPR 2026 Generalization Analysis for Controllable Learning ICML 2025 Tight and Fast Bounds for Multi-Label Learning ICML 2025 Generalization Analysis for Label-Specific Representation Learning NeurIPS 2024 Towards Principled Disentanglement for Domain Generalization CVPR 2022